Profiling Report

Dataset statistics

Number of variables	20
Number of observations	50000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.6 MiB
Average record size in memory	160.0 B

Variable types

Text	1
Numeric	13
Categorical	6

Alerts

`age` is highly overall correlated with `credit_history_years` and 1 other fields	High correlation
`annual_income` is highly overall correlated with `current_debt` and 1 other fields	High correlation
`credit_history_years` is highly overall correlated with `age` and 1 other fields	High correlation
`credit_score` is highly overall correlated with `loan_status`	High correlation
`current_debt` is highly overall correlated with `annual_income` and 1 other fields	High correlation
`debt_to_income_ratio` is highly overall correlated with `current_debt`	High correlation
`interest_rate` is highly overall correlated with `product_type`	High correlation
`loan_amount` is highly overall correlated with `annual_income` and 2 other fields	High correlation
`loan_status` is highly overall correlated with `credit_score`	High correlation
`loan_to_income_ratio` is highly overall correlated with `loan_amount` and 1 other fields	High correlation
`payment_to_income_ratio` is highly overall correlated with `loan_amount` and 1 other fields	High correlation
`product_type` is highly overall correlated with `interest_rate`	High correlation
`savings_assets` is highly overall correlated with `credit_history_years`	High correlation
`years_employed` is highly overall correlated with `age`	High correlation
`defaults_on_file` is highly imbalanced (69.9%)	Imbalance
`derogatory_marks` is highly imbalanced (72.6%)	Imbalance
`customer_id` has unique values	Unique
`years_employed` has 3459 (6.9%) zeros	Zeros
`delinquencies_last_2yrs` has 30797 (61.6%) zeros	Zeros

Reproduction

Analysis started	2025-11-25 13:46:57.420338
Analysis finished	2025-11-25 13:47:23.995886
Duration	26.58 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

customer_id
Text

Unique

Distinct	50000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	500000
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	50000 ?
Unique (%)	100.0%

Sample

1st row	CUST100000
2nd row	CUST100001
3rd row	CUST100002
4th row	CUST100003
5th row	CUST100004

Value	Count	Frequency (%)
cust100000	1	< 0.1%
cust100047	1	< 0.1%
cust100023	1	< 0.1%
cust100011	1	< 0.1%
cust100002	1	< 0.1%
cust100003	1	< 0.1%
cust100004	1	< 0.1%
cust100005	1	< 0.1%
cust100006	1	< 0.1%
cust100007	1	< 0.1%
Other values (49990)	49990	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
1	80000	16.0%
C	50000	10.0%
U	50000	10.0%
S	50000	10.0%
T	50000	10.0%
0	30000	6.0%
3	30000	6.0%
2	30000	6.0%
4	30000	6.0%
5	20000	4.0%
Other values (4)	80000	16.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	500000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	80000	16.0%
C	50000	10.0%
U	50000	10.0%
S	50000	10.0%
T	50000	10.0%
0	30000	6.0%
3	30000	6.0%
2	30000	6.0%
4	30000	6.0%
5	20000	4.0%
Other values (4)	80000	16.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	500000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	80000	16.0%
C	50000	10.0%
U	50000	10.0%
S	50000	10.0%
T	50000	10.0%
0	30000	6.0%
3	30000	6.0%
2	30000	6.0%
4	30000	6.0%
5	20000	4.0%
Other values (4)	80000	16.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	500000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	80000	16.0%
C	50000	10.0%
U	50000	10.0%
S	50000	10.0%
T	50000	10.0%
0	30000	6.0%
3	30000	6.0%
2	30000	6.0%
4	30000	6.0%
5	20000	4.0%
Other values (4)	80000	16.0%

age
Real number (ℝ)

High correlation

Distinct	53
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.95706

Minimum	18
Maximum	70
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	18
5-th percentile	18
Q1	26
median	35
Q3	43
95-th percentile	54
Maximum	70
Range	52
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	11.118603
Coefficient of variation (CV)	0.31806459
Kurtosis	-0.43633607
Mean	34.95706
Median Absolute Deviation (MAD)	8
Skewness	0.33586008
Sum	1747853
Variance	123.62333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	4562	9.1%
35	1713	3.4%
34	1695	3.4%
37	1668	3.3%
36	1662	3.3%
32	1628	3.3%
33	1620	3.2%
30	1571	3.1%
31	1561	3.1%
38	1534	3.1%
Other values (43)	30786	61.6%

Value	Count	Frequency (%)
18	4562	9.1%
19	715	1.4%
20	841	1.7%
21	875	1.8%
22	927	1.9%
23	1069	2.1%
24	1138	2.3%
25	1279	2.6%
26	1270	2.5%
27	1370	2.7%

Value	Count	Frequency (%)
70	88	0.2%
69	24	< 0.1%
68	29	0.1%
67	41	0.1%
66	58	0.1%
65	62	0.1%
64	85	0.2%
63	94	0.2%
62	99	0.2%
61	150	0.3%

occupation_status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

Employed	34971
Self-Employed	10179
Student	4850

Length

Max length	13
Median length	8
Mean length	8.9209
Min length	7

Characters and Unicode

Total characters	446045
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Employed
2nd row	Employed
3rd row	Student
4th row	Student
5th row	Employed

Common Values

Value	Count	Frequency (%)
Employed	34971	69.9%
Self-Employed	10179	20.4%
Student	4850	9.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
employed	34971	69.9%
self-employed	10179	20.4%
student	4850	9.7%

Most occurring characters

Value	Count	Frequency (%)
e	60179	13.5%
l	55329	12.4%
d	50000	11.2%
E	45150	10.1%
m	45150	10.1%
p	45150	10.1%
o	45150	10.1%
y	45150	10.1%
S	15029	3.4%
f	10179	2.3%
Other values (4)	29579	6.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	446045	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	60179	13.5%
l	55329	12.4%
d	50000	11.2%
E	45150	10.1%
m	45150	10.1%
p	45150	10.1%
o	45150	10.1%
y	45150	10.1%
S	15029	3.4%
f	10179	2.3%
Other values (4)	29579	6.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	446045	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	60179	13.5%
l	55329	12.4%
d	50000	11.2%
E	45150	10.1%
m	45150	10.1%
p	45150	10.1%
o	45150	10.1%
y	45150	10.1%
S	15029	3.4%
f	10179	2.3%
Other values (4)	29579	6.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	446045	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	60179	13.5%
l	55329	12.4%
d	50000	11.2%
E	45150	10.1%
m	45150	10.1%
p	45150	10.1%
o	45150	10.1%
y	45150	10.1%
S	15029	3.4%
f	10179	2.3%
Other values (4)	29579	6.6%

years_employed
Real number (ℝ)

High correlation Zeros

Distinct	395
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.454868

Minimum	0
Maximum	39.9
Zeros	3459
Zeros (%)	6.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.3
median	4.9
Q3	11.4
95-th percentile	23.2
Maximum	39.9
Range	39.9
Interquartile range (IQR)	10.1

Descriptive statistics

Standard deviation	7.6120967
Coefficient of variation (CV)	1.0210907
Kurtosis	1.262256
Mean	7.454868
Median Absolute Deviation (MAD)	4
Skewness	1.2936126
Sum	372743.4
Variance	57.944017
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3459	6.9%
1	2384	4.8%
1.7	641	1.3%
1.2	636	1.3%
1.5	617	1.2%
1.3	603	1.2%
1.4	598	1.2%
1.6	594	1.2%
0.7	587	1.2%
0.4	587	1.2%
Other values (385)	39294	78.6%

Value	Count	Frequency (%)
0	3459	6.9%
0.1	579	1.2%
0.2	516	1.0%
0.3	537	1.1%
0.4	587	1.2%
0.5	566	1.1%
0.6	528	1.1%
0.7	587	1.2%
0.8	533	1.1%
0.9	536	1.1%

Value	Count	Frequency (%)
39.9	4	< 0.1%
39.7	3	< 0.1%
39.6	2	< 0.1%
39.5	7	< 0.1%
39.4	4	< 0.1%
39.2	1	< 0.1%
39.1	1	< 0.1%
39	6	< 0.1%
38.9	3	< 0.1%
38.8	2	< 0.1%

annual_income
Real number (ℝ)

High correlation

Distinct	35770
Distinct (%)	71.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50062.892

Minimum	15000
Maximum	250000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	15000
5-th percentile	15000
Q1	27280.5
median	41607.5
Q3	62723.25
95-th percentile	113904.4
Maximum	250000
Range	235000
Interquartile range (IQR)	35442.75

Descriptive statistics

Standard deviation	32630.501
Coefficient of variation (CV)	0.65179017
Kurtosis	5.227919
Mean	50062.892
Median Absolute Deviation (MAD)	16529.5
Skewness	1.8878689
Sum	2.5031446 × 10⁹
Variance	1.0647496 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15000	2644	5.3%
250000	59	0.1%
24060	7	< 0.1%
27578	7	< 0.1%
21972	7	< 0.1%
21307	6	< 0.1%
23104	6	< 0.1%
35518	6	< 0.1%
40312	6	< 0.1%
43931	6	< 0.1%
Other values (35760)	47246	94.5%

Value	Count	Frequency (%)
15000	2644	5.3%
15001	1	< 0.1%
15005	1	< 0.1%
15007	2	< 0.1%
15008	2	< 0.1%
15011	2	< 0.1%
15014	1	< 0.1%
15019	1	< 0.1%
15024	2	< 0.1%
15026	1	< 0.1%

Value	Count	Frequency (%)
250000	59	0.1%
249071	1	< 0.1%
248846	1	< 0.1%
248250	1	< 0.1%
247835	1	< 0.1%
247621	1	< 0.1%
246598	1	< 0.1%
245424	1	< 0.1%
245382	1	< 0.1%
244286	1	< 0.1%

credit_score
Real number (ℝ)

High correlation

Distinct	432
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	643.61482

Minimum	348
Maximum	850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	348
5-th percentile	538
Q1	600
median	643
Q3	687
95-th percentile	751
Maximum	850
Range	502
Interquartile range (IQR)	87

Descriptive statistics

Standard deviation	64.731518
Coefficient of variation (CV)	0.10057493
Kurtosis	-0.043807213
Mean	643.61482
Median Absolute Deviation (MAD)	44
Skewness	0.012996168
Sum	32180741
Variance	4190.1695
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
646	334	0.7%
641	332	0.7%
628	327	0.7%
651	320	0.6%
648	320	0.6%
625	319	0.6%
663	318	0.6%
635	318	0.6%
657	316	0.6%
650	314	0.6%
Other values (422)	46782	93.6%

Value	Count	Frequency (%)
348	1	< 0.1%
375	1	< 0.1%
396	1	< 0.1%
401	1	< 0.1%
402	1	< 0.1%
408	1	< 0.1%
410	1	< 0.1%
414	1	< 0.1%
421	3	< 0.1%
422	1	< 0.1%

Value	Count	Frequency (%)
850	43	0.1%
849	1	< 0.1%
848	1	< 0.1%
847	1	< 0.1%
846	1	< 0.1%
844	1	< 0.1%
843	8	< 0.1%
842	1	< 0.1%
841	1	< 0.1%
840	3	< 0.1%

credit_history_years
Real number (ℝ)

High correlation

Distinct	301
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.168274

Minimum	0
Maximum	30
Zeros	302
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4
Q1	2
median	6.1
Q3	12.6
95-th percentile	23
Maximum	30
Range	30
Interquartile range (IQR)	10.6

Descriptive statistics

Standard deviation	7.2075523
Coefficient of variation (CV)	0.88238376
Kurtosis	0.075125989
Mean	8.168274
Median Absolute Deviation (MAD)	4.6
Skewness	0.95375516
Sum	408413.7
Variance	51.94881
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.6	677	1.4%
0.6	667	1.3%
0.5	665	1.3%
0.7	660	1.3%
1.5	656	1.3%
0.8	654	1.3%
1.9	653	1.3%
1.3	650	1.3%
1.7	645	1.3%
1.1	640	1.3%
Other values (291)	43433	86.9%

Value	Count	Frequency (%)
0	302	0.6%
0.1	623	1.2%
0.2	615	1.2%
0.3	630	1.3%
0.4	631	1.3%
0.5	665	1.3%
0.6	667	1.3%
0.7	660	1.3%
0.8	654	1.3%
0.9	618	1.2%

Value	Count	Frequency (%)
30	11	< 0.1%
29.9	23	< 0.1%
29.8	19	< 0.1%
29.7	19	< 0.1%
29.6	27	0.1%
29.5	29	0.1%
29.4	20	< 0.1%
29.3	26	0.1%
29.2	17	< 0.1%
29.1	20	< 0.1%

savings_assets
Real number (ℝ)

High correlation

Distinct	10382
Distinct (%)	20.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3595.6194

Minimum	0
Maximum	300000
Zeros	435
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	130
median	568
Q3	2271
95-th percentile	14963.15
Maximum	300000
Range	300000
Interquartile range (IQR)	2141

Descriptive statistics

Standard deviation	13232.399
Coefficient of variation (CV)	3.6801446
Kurtosis	203.38951
Mean	3595.6194
Median Absolute Deviation (MAD)	527
Skewness	12.054946
Sum	1.7978097 × 10⁸
Variance	1.7509639 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	435	0.9%
7	201	0.4%
3	200	0.4%
9	190	0.4%
5	187	0.4%
4	187	0.4%
6	178	0.4%
8	176	0.4%
1	175	0.4%
2	172	0.3%
Other values (10372)	47899	95.8%

Value	Count	Frequency (%)
0	435	0.9%
1	175	0.4%
2	172	0.3%
3	200	0.4%
4	187	0.4%
5	187	0.4%
6	178	0.4%
7	201	0.4%
8	176	0.4%
9	190	0.4%

Value	Count	Frequency (%)
300000	19	< 0.1%
290914	1	< 0.1%
289182	1	< 0.1%
283066	1	< 0.1%
277132	1	< 0.1%
273849	1	< 0.1%
273452	1	< 0.1%
270980	1	< 0.1%
268880	1	< 0.1%
268448	1	< 0.1%

current_debt
Real number (ℝ)

High correlation

Distinct	25350
Distinct (%)	50.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14290.442

Minimum	60
Maximum	163344
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	60
5-th percentile	2018.95
Q1	5581
median	10385
Q3	18449.25
95-th percentile	39815.4
Maximum	163344
Range	163284
Interquartile range (IQR)	12868.25

Descriptive statistics

Standard deviation	13243.757
Coefficient of variation (CV)	0.92675631
Kurtosis	9.2589019
Mean	14290.442
Median Absolute Deviation (MAD)	5732
Skewness	2.4378369
Sum	7.1452211 × 10⁸
Variance	1.7539711 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5706	12	< 0.1%
4377	11	< 0.1%
5787	10	< 0.1%
3624	10	< 0.1%
3615	10	< 0.1%
5371	9	< 0.1%
2710	9	< 0.1%
3920	9	< 0.1%
4438	9	< 0.1%
9016	9	< 0.1%
Other values (25340)	49902	99.8%

Value	Count	Frequency (%)
60	1	< 0.1%
64	2	< 0.1%
76	1	< 0.1%
85	1	< 0.1%
95	1	< 0.1%
103	1	< 0.1%
117	1	< 0.1%
118	1	< 0.1%
120	1	< 0.1%
122	1	< 0.1%

Value	Count	Frequency (%)
163344	1	< 0.1%
145279	1	< 0.1%
141738	1	< 0.1%
136126	1	< 0.1%
135855	1	< 0.1%
135008	1	< 0.1%
132063	1	< 0.1%
131918	1	< 0.1%
125050	1	< 0.1%
124322	1	< 0.1%

defaults_on_file
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

0	47326
1	2674

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	47326	94.7%
1	2674	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	47326	94.7%
1	2674	5.3%

Most occurring characters

Value	Count	Frequency (%)
0	47326	94.7%
1	2674	5.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	47326	94.7%
1	2674	5.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	47326	94.7%
1	2674	5.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	47326	94.7%
1	2674	5.3%

delinquencies_last_2yrs
Real number (ℝ)

Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.55464

Minimum	0
Maximum	9
Zeros	30797
Zeros (%)	61.6%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.84504956
Coefficient of variation (CV)	1.5236001
Kurtosis	4.0913995
Mean	0.55464
Median Absolute Deviation (MAD)	0
Skewness	1.8169443
Sum	27732
Variance	0.71410875
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	30797	61.6%
1	13043	26.1%
2	4399	8.8%
3	1280	2.6%
4	384	0.8%
5	77	0.2%
6	13	< 0.1%
7	5	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
0	30797	61.6%
1	13043	26.1%
2	4399	8.8%
3	1280	2.6%
4	384	0.8%
5	77	0.2%
6	13	< 0.1%
7	5	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	1	< 0.1%
7	5	< 0.1%
6	13	< 0.1%
5	77	0.2%
4	384	0.8%
3	1280	2.6%
2	4399	8.8%
1	13043	26.1%
0	30797	61.6%

derogatory_marks
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

0	43607
1	5524
2	758
3	102
4	9

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	43607	87.2%
1	5524	11.0%
2	758	1.5%
3	102	0.2%
4	9	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	43607	87.2%
1	5524	11.0%
2	758	1.5%
3	102	0.2%
4	9	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	43607	87.2%
1	5524	11.0%
2	758	1.5%
3	102	0.2%
4	9	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	43607	87.2%
1	5524	11.0%
2	758	1.5%
3	102	0.2%
4	9	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	43607	87.2%
1	5524	11.0%
2	758	1.5%
3	102	0.2%
4	9	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	43607	87.2%
1	5524	11.0%
2	758	1.5%
3	102	0.2%
4	9	< 0.1%

product_type
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

Credit Card	22455
Personal Loan	17523
Line of Credit	10022

Length

Max length	14
Median length	13
Mean length	12.30224
Min length	11

Characters and Unicode

Total characters	615112
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Credit Card
2nd row	Personal Loan
3rd row	Credit Card
4th row	Credit Card
5th row	Personal Loan

Common Values

Value	Count	Frequency (%)
Credit Card	22455	44.9%
Personal Loan	17523	35.0%
Line of Credit	10022	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
credit	32477	29.5%
card	22455	20.4%
personal	17523	15.9%
loan	17523	15.9%
line	10022	9.1%
of	10022	9.1%

Most occurring characters

Value	Count	Frequency (%)
r	72455	11.8%
e	60022	9.8%
	60022	9.8%
a	57501	9.3%
C	54932	8.9%
d	54932	8.9%
o	45068	7.3%
n	45068	7.3%
i	42499	6.9%
t	32477	5.3%
Other values (5)	90136	14.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	615112	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	72455	11.8%
e	60022	9.8%
	60022	9.8%
a	57501	9.3%
C	54932	8.9%
d	54932	8.9%
o	45068	7.3%
n	45068	7.3%
i	42499	6.9%
t	32477	5.3%
Other values (5)	90136	14.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	615112	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	72455	11.8%
e	60022	9.8%
	60022	9.8%
a	57501	9.3%
C	54932	8.9%
d	54932	8.9%
o	45068	7.3%
n	45068	7.3%
i	42499	6.9%
t	32477	5.3%
Other values (5)	90136	14.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	615112	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	72455	11.8%
e	60022	9.8%
	60022	9.8%
a	57501	9.3%
C	54932	8.9%
d	54932	8.9%
o	45068	7.3%
n	45068	7.3%
i	42499	6.9%
t	32477	5.3%
Other values (5)	90136	14.7%

loan_intent
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

Personal	12429
Education	10134
Medical	7598
Business	7469
Home Improvement	7453

Length

Max length	18
Median length	16
Mean length	10.2266
Min length	7

Characters and Unicode

Total characters	511330
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Business
2nd row	Home Improvement
3rd row	Debt Consolidation
4th row	Business
5th row	Education

Common Values

Value	Count	Frequency (%)
Personal	12429	24.9%
Education	10134	20.3%
Medical	7598	15.2%
Business	7469	14.9%
Home Improvement	7453	14.9%
Debt Consolidation	4917	9.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
personal	12429	19.9%
education	10134	16.2%
medical	7598	12.2%
business	7469	12.0%
home	7453	11.9%
improvement	7453	11.9%
debt	4917	7.9%
consolidation	4917	7.9%

Most occurring characters

Value	Count	Frequency (%)
e	54772	10.7%
o	52220	10.2%
n	47319	9.3%
s	39753	7.8%
a	35078	6.9%
i	35035	6.9%
t	27421	5.4%
l	24944	4.9%
d	22649	4.4%
m	22359	4.4%
Other values (15)	149780	29.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	511330	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	54772	10.7%
o	52220	10.2%
n	47319	9.3%
s	39753	7.8%
a	35078	6.9%
i	35035	6.9%
t	27421	5.4%
l	24944	4.9%
d	22649	4.4%
m	22359	4.4%
Other values (15)	149780	29.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	511330	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	54772	10.7%
o	52220	10.2%
n	47319	9.3%
s	39753	7.8%
a	35078	6.9%
i	35035	6.9%
t	27421	5.4%
l	24944	4.9%
d	22649	4.4%
m	22359	4.4%
Other values (15)	149780	29.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	511330	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	54772	10.7%
o	52220	10.2%
n	47319	9.3%
s	39753	7.8%
a	35078	6.9%
i	35035	6.9%
t	27421	5.4%
l	24944	4.9%
d	22649	4.4%
m	22359	4.4%
Other values (15)	149780	29.3%

loan_amount
Real number (ℝ)

High correlation

Distinct	996
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33041.874

Minimum	500
Maximum	100000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	500
5-th percentile	2400
Q1	12300
median	26100
Q3	48500
95-th percentile	90900
Maximum	100000
Range	99500
Interquartile range (IQR)	36200

Descriptive statistics

Standard deviation	26116.185
Coefficient of variation (CV)	0.79039661
Kurtosis	0.085771957
Mean	33041.874
Median Absolute Deviation (MAD)	16300
Skewness	0.93149232
Sum	1.6520937 × 10⁹
Variance	6.8205512 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70000	2554	5.1%
100000	2014	4.0%
1500	597	1.2%
50000	553	1.1%
5000	419	0.8%
1800	178	0.4%
1600	150	0.3%
2300	148	0.3%
1900	144	0.3%
2600	138	0.3%
Other values (986)	43105	86.2%

Value	Count	Frequency (%)
500	116	0.2%
600	41	0.1%
700	39	0.1%
800	42	0.1%
900	44	0.1%
1000	132	0.3%
1100	81	0.2%
1200	66	0.1%
1300	65	0.1%
1400	64	0.1%

Value	Count	Frequency (%)
100000	2014	4.0%
99900	3	< 0.1%
99800	1	< 0.1%
99700	4	< 0.1%
99600	5	< 0.1%
99500	9	< 0.1%
99400	8	< 0.1%
99300	4	< 0.1%
99200	2	< 0.1%
99100	4	< 0.1%

interest_rate
Real number (ℝ)

High correlation

Distinct	1687
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.498591

Minimum	6
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	6
5-th percentile	9.19
Q1	12.18
median	15.44
Q3	18.87
95-th percentile	22.12
Maximum	23
Range	17
Interquartile range (IQR)	6.69

Descriptive statistics

Standard deviation	4.067942
Coefficient of variation (CV)	0.26247173
Kurtosis	-0.98897991
Mean	15.498591
Median Absolute Deviation (MAD)	3.34
Skewness	0.019608004
Sum	774929.54
Variance	16.548152
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.47	68	0.1%
11.07	67	0.1%
11.43	61	0.1%
11.48	61	0.1%
11.2	57	0.1%
11.06	57	0.1%
11.18	57	0.1%
11.23	57	0.1%
16.57	57	0.1%
11.29	56	0.1%
Other values (1677)	49402	98.8%

Value	Count	Frequency (%)
6	1	< 0.1%
6.02	4	< 0.1%
6.03	1	< 0.1%
6.04	3	< 0.1%
6.05	1	< 0.1%
6.06	7	< 0.1%
6.07	3	< 0.1%
6.08	4	< 0.1%
6.1	3	< 0.1%
6.11	3	< 0.1%

Value	Count	Frequency (%)
23	15	< 0.1%
22.99	33	0.1%
22.98	21	< 0.1%
22.97	22	< 0.1%
22.96	32	0.1%
22.95	36	0.1%
22.94	15	< 0.1%
22.93	20	< 0.1%
22.92	33	0.1%
22.91	30	0.1%

debt_to_income_ratio
Real number (ℝ)

High correlation

Distinct	796
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28572416

Minimum	0.002
Maximum	0.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0.002
5-th percentile	0.063
Q1	0.161
median	0.265
Q3	0.389
95-th percentile	0.585
Maximum	0.8
Range	0.798
Interquartile range (IQR)	0.228

Descriptive statistics

Standard deviation	0.15978652
Coefficient of variation (CV)	0.5592335
Kurtosis	-0.15115295
Mean	0.28572416
Median Absolute Deviation (MAD)	0.113
Skewness	0.5914932
Sum	14286.208
Variance	0.025531733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.221	155	0.3%
0.197	148	0.3%
0.224	147	0.3%
0.151	143	0.3%
0.169	143	0.3%
0.195	143	0.3%
0.269	140	0.3%
0.203	138	0.3%
0.236	135	0.3%
0.25	134	0.3%
Other values (786)	48574	97.1%

Value	Count	Frequency (%)
0.002	4	< 0.1%
0.003	4	< 0.1%
0.004	7	< 0.1%
0.005	8	< 0.1%
0.006	13	< 0.1%
0.007	14	< 0.1%
0.008	8	< 0.1%
0.009	14	< 0.1%
0.01	17	< 0.1%
0.011	21	< 0.1%

Value	Count	Frequency (%)
0.8	78	0.2%
0.799	4	< 0.1%
0.798	3	< 0.1%
0.797	2	< 0.1%
0.796	1	< 0.1%
0.795	2	< 0.1%
0.794	3	< 0.1%
0.792	6	< 0.1%
0.791	5	< 0.1%
0.79	2	< 0.1%

loan_to_income_ratio
Real number (ℝ)

High correlation

Distinct	1992
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.70199866

Minimum	0.008
Maximum	2.001
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0.008
5-th percentile	0.099
Q1	0.333
median	0.622
Q3	1.01025
95-th percentile	1.624
Maximum	2.001
Range	1.993
Interquartile range (IQR)	0.67725

Descriptive statistics

Standard deviation	0.46578752
Coefficient of variation (CV)	0.66351625
Kurtosis	-0.27296493
Mean	0.70199866
Median Absolute Deviation (MAD)	0.326
Skewness	0.65752654
Sum	35099.933
Variance	0.21695802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	991	2.0%
0.101	403	0.8%
0.099	402	0.8%
0.098	191	0.4%
0.102	186	0.4%
0.333	172	0.3%
0.387	70	0.1%
0.553	66	0.1%
0.447	65	0.1%
0.46	63	0.1%
Other values (1982)	47391	94.8%

Value	Count	Frequency (%)
0.008	1	< 0.1%
0.01	5	< 0.1%
0.011	7	< 0.1%
0.012	15	< 0.1%
0.013	17	< 0.1%
0.014	9	< 0.1%
0.015	15	< 0.1%
0.016	13	< 0.1%
0.017	22	< 0.1%
0.018	21	< 0.1%

Value	Count	Frequency (%)
2.001	4	< 0.1%
2	6	< 0.1%
1.999	4	< 0.1%
1.998	6	< 0.1%
1.997	2	< 0.1%
1.996	2	< 0.1%
1.995	3	< 0.1%
1.994	4	< 0.1%
1.993	4	< 0.1%
1.992	7	< 0.1%

payment_to_income_ratio
Real number (ℝ)

High correlation

Distinct	665
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23399494

Minimum	0.003
Maximum	0.667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	390.8 KiB

Quantile statistics

Minimum	0.003
5-th percentile	0.033
Q1	0.111
median	0.207
Q3	0.337
95-th percentile	0.541
Maximum	0.667
Range	0.664
Interquartile range (IQR)	0.226

Descriptive statistics

Standard deviation	0.1552681
Coefficient of variation (CV)	0.66355322
Kurtosis	-0.27310773
Mean	0.23399494
Median Absolute Deviation (MAD)	0.109
Skewness	0.65738493
Sum	11699.747
Variance	0.024108182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.033	1583	3.2%
0.034	638	1.3%
0.111	251	0.5%
0.129	167	0.3%
0.176	156	0.3%
0.189	155	0.3%
0.156	152	0.3%
0.151	151	0.3%
0.118	149	0.3%
0.178	148	0.3%
Other values (655)	46450	92.9%

Value	Count	Frequency (%)
0.003	6	< 0.1%
0.004	39	0.1%
0.005	37	0.1%
0.006	57	0.1%
0.007	65	0.1%
0.008	58	0.1%
0.009	70	0.1%
0.01	71	0.1%
0.011	100	0.2%
0.012	93	0.2%

Value	Count	Frequency (%)
0.667	10	< 0.1%
0.666	12	< 0.1%
0.665	9	< 0.1%
0.664	14	< 0.1%
0.663	7	< 0.1%
0.662	20	< 0.1%
0.661	9	< 0.1%
0.66	22	< 0.1%
0.659	14	< 0.1%
0.658	14	< 0.1%

loan_status
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	390.8 KiB

1	27523
0	22477

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	27523	55.0%
0	22477	45.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	27523	55.0%
0	22477	45.0%

Most occurring characters

Value	Count	Frequency (%)
1	27523	55.0%
0	22477	45.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	27523	55.0%
0	22477	45.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	27523	55.0%
0	22477	45.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	50000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	27523	55.0%
0	22477	45.0%

	age	annual_income	credit_history_years	credit_score	current_debt	debt_to_income_ratio	defaults_on_file	delinquencies_last_2yrs	derogatory_marks	interest_rate	loan_amount	loan_intent	loan_status	loan_to_income_ratio	occupation_status	payment_to_income_ratio	product_type	savings_assets	years_employed
age	1.000	0.310	0.664	0.359	0.199	-0.008	0.063	-0.106	0.050	-0.179	0.169	0.001	0.317	-0.032	0.000	-0.032	0.000	0.458	0.643
annual_income	0.310	1.000	0.205	0.186	0.657	-0.002	0.035	-0.055	0.020	-0.095	0.581	0.005	0.157	-0.039	0.264	-0.039	0.000	0.390	0.337
credit_history_years	0.664	0.205	1.000	0.236	0.135	-0.002	0.046	-0.066	0.033	-0.119	0.110	0.000	0.297	-0.022	0.000	-0.022	0.010	0.627	0.458
credit_score	0.359	0.186	0.236	1.000	0.120	-0.005	0.259	-0.318	0.184	-0.487	0.105	0.000	0.540	-0.017	0.022	-0.017	0.000	0.190	0.234
current_debt	0.199	0.657	0.135	0.120	1.000	0.716	0.018	-0.034	0.013	-0.058	0.381	0.005	0.085	-0.034	0.169	-0.034	0.000	0.262	0.218
debt_to_income_ratio	-0.008	-0.002	-0.002	-0.005	0.716	1.000	0.013	0.004	0.008	0.007	-0.001	0.000	0.369	0.000	0.013	0.000	0.003	0.004	-0.006
defaults_on_file	0.063	0.035	0.046	0.259	0.018	0.013	1.000	0.258	0.099	0.181	0.015	0.000	0.263	0.003	0.000	0.003	0.000	0.008	0.040
delinquencies_last_2yrs	-0.106	-0.055	-0.066	-0.318	-0.034	0.004	0.258	1.000	0.042	0.165	-0.033	0.000	0.321	0.002	0.000	0.002	0.000	-0.059	-0.066
derogatory_marks	0.050	0.020	0.033	0.184	0.013	0.008	0.099	0.042	1.000	0.128	0.010	0.000	0.227	0.006	0.010	0.006	0.000	0.000	0.031
interest_rate	-0.179	-0.095	-0.119	-0.487	-0.058	0.007	0.181	0.165	0.128	1.000	-0.105	0.000	0.376	-0.064	0.016	-0.064	0.670	-0.095	-0.120
loan_amount	0.169	0.581	0.110	0.105	0.381	-0.001	0.015	-0.033	0.010	-0.105	1.000	0.000	0.084	0.755	0.266	0.755	0.359	0.226	0.235
loan_intent	0.001	0.005	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.192	0.000	0.000	0.000	0.000	0.006	0.000
loan_status	0.317	0.157	0.297	0.540	0.085	0.369	0.263	0.321	0.227	0.376	0.084	0.192	1.000	0.197	0.021	0.197	0.120	0.069	0.222
loan_to_income_ratio	-0.032	-0.039	-0.022	-0.017	-0.034	0.000	0.003	0.002	0.006	-0.064	0.755	0.000	0.197	1.000	0.236	1.000	0.410	-0.023	0.048
occupation_status	0.000	0.264	0.000	0.022	0.169	0.013	0.000	0.000	0.010	0.016	0.266	0.000	0.021	0.236	1.000	0.236	0.004	0.029	0.263
payment_to_income_ratio	-0.032	-0.039	-0.022	-0.017	-0.034	0.000	0.003	0.002	0.006	-0.064	0.755	0.000	0.197	1.000	0.236	1.000	0.411	-0.023	0.048
product_type	0.000	0.000	0.010	0.000	0.000	0.003	0.000	0.000	0.000	0.670	0.359	0.000	0.120	0.410	0.004	0.411	1.000	0.000	0.012
savings_assets	0.458	0.390	0.627	0.190	0.262	0.004	0.008	-0.059	0.000	-0.095	0.226	0.006	0.069	-0.023	0.029	-0.023	0.000	1.000	0.358
years_employed	0.643	0.337	0.458	0.234	0.218	-0.006	0.040	-0.066	0.031	-0.120	0.235	0.000	0.222	0.048	0.263	0.048	0.012	0.358	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	customer_id	age	occupation_status	years_employed	annual_income	credit_score	credit_history_years	savings_assets	current_debt	defaults_on_file	delinquencies_last_2yrs	derogatory_marks	product_type	loan_intent	loan_amount	interest_rate	debt_to_income_ratio	loan_to_income_ratio	payment_to_income_ratio	loan_status
0	CUST100000	40	Employed	17.2	25579	692	5.3	895	10820	0	0	0	Credit Card	Business	600	17.02	0.423	0.023	0.008	1
1	CUST100001	33	Employed	7.3	43087	627	3.5	169	16550	0	1	0	Personal Loan	Home Improvement	53300	14.10	0.384	1.237	0.412	0
2	CUST100002	42	Student	1.1	20840	689	8.4	17	7852	0	0	0	Credit Card	Debt Consolidation	2100	18.33	0.377	0.101	0.034	1
3	CUST100003	53	Student	0.5	29147	692	9.8	1480	11603	0	1	0	Credit Card	Business	2900	18.74	0.398	0.099	0.033	1
4	CUST100004	32	Employed	12.5	63657	630	7.2	209	12424	0	0	0	Personal Loan	Education	99600	13.92	0.195	1.565	0.522	1
5	CUST100005	32	Employed	13.4	32015	570	7.3	253	1120	0	0	2	Credit Card	Personal	37000	22.92	0.035	1.156	0.385	0
6	CUST100006	53	Employed	22.9	44989	674	11.1	19667	19298	0	0	0	Personal Loan	Home Improvement	45600	11.02	0.429	1.014	0.338	1
7	CUST100007	44	Self-Employed	4.2	80603	625	18.5	830	38382	0	0	0	Credit Card	Personal	51700	19.42	0.476	0.641	0.214	1
8	CUST100008	29	Employed	5.9	28416	569	2.6	1334	22668	1	2	0	Credit Card	Education	33800	22.72	0.798	1.189	0.396	0
9	CUST100009	41	Employed	7.0	70717	638	21.5	1578	21394	0	1	0	Credit Card	Personal	70000	19.35	0.303	0.990	0.330	1

	customer_id	age	occupation_status	years_employed	annual_income	credit_score	credit_history_years	savings_assets	current_debt	defaults_on_file	delinquencies_last_2yrs	derogatory_marks	product_type	loan_intent	loan_amount	interest_rate	debt_to_income_ratio	loan_to_income_ratio	payment_to_income_ratio	loan_status
49990	CUST149990	37	Employed	9.4	37218	588	11.7	2389	13416	0	0	0	Credit Card	Personal	10600	21.35	0.360	0.285	0.095	0
49991	CUST149991	26	Employed	0.7	22159	550	3.7	1174	12699	0	0	0	Credit Card	Personal	24600	21.52	0.573	1.110	0.370	0
49992	CUST149992	30	Employed	9.3	24797	610	8.3	16	6282	0	1	0	Personal Loan	Medical	32100	14.98	0.253	1.295	0.432	0
49993	CUST149993	53	Employed	18.1	36948	676	2.6	59	11421	0	0	1	Credit Card	Personal	2400	18.06	0.309	0.065	0.022	1
49994	CUST149994	18	Employed	0.0	64343	585	1.3	277	27914	0	0	2	Personal Loan	Personal	41600	15.42	0.434	0.647	0.216	0
49995	CUST149995	35	Employed	4.3	39449	570	16.3	1127	7576	0	0	0	Credit Card	Education	42800	21.31	0.192	1.085	0.362	0
49996	CUST149996	34	Employed	4.4	20496	672	12.6	1478	6276	1	0	0	Credit Card	Personal	3800	18.07	0.306	0.185	0.062	0
49997	CUST149997	41	Self-Employed	4.8	18743	719	10.1	17	10331	0	0	0	Credit Card	Personal	18000	17.45	0.551	0.960	0.320	0
49998	CUST149998	38	Student	0.4	17250	633	1.3	5	7779	0	0	1	Personal Loan	Personal	1400	14.71	0.451	0.081	0.027	0
49999	CUST149999	53	Employed	17.2	46923	695	15.0	8332	2655	0	1	0	Personal Loan	Personal	41000	12.39	0.057	0.874	0.291	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)